diff --git a/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigtable/BigtableServiceImpl.java b/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigtable/BigtableServiceImpl.java
index 9c64d2a56abe..540a3b5e1ac3 100644
--- a/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigtable/BigtableServiceImpl.java
+++ b/sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigtable/BigtableServiceImpl.java
@@ -66,9 +66,12 @@
 import org.apache.beam.runners.core.metrics.ServiceCallMetric;
 import org.apache.beam.sdk.io.gcp.bigtable.BigtableIO.BigtableSource;
 import org.apache.beam.sdk.io.range.ByteKeyRange;
+import org.apache.beam.sdk.metrics.Distribution;
+import org.apache.beam.sdk.metrics.Metrics;
 import org.apache.beam.sdk.values.KV;
 import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.annotations.VisibleForTesting;
 import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.MoreObjects;
+import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.base.Stopwatch;
 import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.ComparisonChain;
 import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.collect.ImmutableList;
 import org.apache.beam.vendor.guava.v26_0_jre.com.google.common.util.concurrent.FutureCallback;
@@ -481,10 +484,15 @@ public Duration getOperationTimeout() {
   @VisibleForTesting
   static class BigtableWriterImpl implements Writer {
     private Batcher<RowMutationEntry, Void> bulkMutation;
+    private Integer outstandingMutations = 0;
+    private Stopwatch stopwatch = Stopwatch.createUnstarted();
     private String projectId;
     private String instanceId;
     private String tableId;
 
+    private Distribution bulkSize = Metrics.distribution("BigTable-" + tableId, "batchSize");
+    private Distribution latency = Metrics.distribution("BigTable-" + tableId, "batchLatencyMs");
+
     BigtableWriterImpl(
         BigtableDataClient client, String projectId, String instanceId, String tableId) {
       this.projectId = projectId;
@@ -497,7 +505,12 @@ static class BigtableWriterImpl implements Writer {
     public void flush() throws IOException {
       if (bulkMutation != null) {
         try {
+          stopwatch.start();
           bulkMutation.flush();
+          bulkSize.update(outstandingMutations);
+          outstandingMutations = 0;
+          stopwatch.stop();
+          latency.update(stopwatch.elapsed(TimeUnit.MILLISECONDS));
         } catch (InterruptedException e) {
           Thread.currentThread().interrupt();
           // We fail since flush() operation was interrupted.
@@ -510,8 +523,13 @@ public void flush() throws IOException {
     public void close() throws IOException {
       if (bulkMutation != null) {
         try {
+          stopwatch.start();
           bulkMutation.flush();
           bulkMutation.close();
+          bulkSize.update(outstandingMutations);
+          outstandingMutations = 0;
+          stopwatch.stop();
+          latency.update(stopwatch.elapsed(TimeUnit.MILLISECONDS));
         } catch (InterruptedException e) {
           Thread.currentThread().interrupt();
           // We fail since flush() operation was interrupted.
@@ -548,6 +566,7 @@ public CompletionStage<MutateRowResponse> writeRecord(KV<ByteString, Iterable<Mu
 
       CompletableFuture<MutateRowResponse> result = new CompletableFuture<>();
 
+      outstandingMutations += 1;
       Futures.addCallback(
           new VendoredListenableFutureAdapter<>(bulkMutation.add(entry)),
           new FutureCallback<MutateRowResponse>() {